Period
to 12 December 2017

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Manchester. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 12 December 2017 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Manchester
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 222 241 265
Rank change year-on-year +19 +24 +2
Permanent jobs citing Data Structures 71 45 10
As % of all permanent IT jobs advertised in Manchester 0.90% 0.60% 0.14%
As % of the Miscellaneous category 2.23% 1.49% 0.38%
Number of salaries quoted 77 44 10
Manchester median annual salary £57,500 £60,000 £37,500
Median salary % change year-on-year -4.17% +60.00% -12.28%
10th Percentile £34,550 £40,625 £23,075
90th Percentile £66,250 £75,000 £45,825
North West median annual salary £55,000 £60,000 £35,000
% change year-on-year -8.33% +71.43% -12.50%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for generic IT skills.

All Generic IT Skills
Manchester
Permanent vacancies with a requirement for generic IT skills 3185 3022 2647
As % of all permanent IT jobs advertised in Manchester 40.42% 40.58% 35.86%
Number of salaries quoted 2591 2637 2100
Manchester median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% +6.67%
10th Percentile £26,000 £26,250 £24,750
90th Percentile £67,500 £62,500 £62,500
North West median annual salary £43,000 £40,000 £40,000
% change year-on-year +7.50% - +3.90%

Data Structures
Job Vacancy Trend in Manchester

Job postings citing Data Structures as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Structures in Manchester

Data Structures
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Manchester.

Salary trend for Data Structures in Manchester

Data Structures
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Structures in Manchester over the 6 months to 12 December 2017.

Salary histogram for Data Structures in Manchester

Data Structures
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Manchester region over the 6 months to 12 December 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Bury - 6 £50,000 -
Sale - 1 £43,000 -
Stockport - 1 £75,000 -
Wigan - 1 £36,500 -
Bolton - 1 £30,000 -
Data Structures
North West

For the 6 months to 12 December 2017, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Manchester region with a requirement for Data Structures.

1 38 (53.52%) SQL
2 37 (52.11%) Degree
3 34 (47.89%) Continuous Integration
4 31 (43.66%) Test Automation
5 28 (39.44%) OO
6 26 (36.62%) Java
6 26 (36.62%) Subversion
6 26 (36.62%) Git (software)
6 26 (36.62%) Algorithms
7 25 (35.21%) Mercurial
8 24 (33.80%) Software Engineering
8 24 (33.80%) Business Intelligence
9 22 (30.99%) NoSQL
10 20 (28.17%) SAP
11 18 (25.35%) Analytics
12 15 (21.13%) Data Analysis
13 14 (19.72%) Data Modelling
14 13 (18.31%) Data Warehouse
14 13 (18.31%) Agile Software Development
15 12 (16.90%) Finance
15 12 (16.90%) JavaScript
15 12 (16.90%) C#
16 11 (15.49%) SQL Server
16 11 (15.49%) ETL
17 10 (14.08%) Cognos
17 10 (14.08%) ETL Development
17 10 (14.08%) jQuery
18 9 (12.68%) QA
18 9 (12.68%) SAP BPC
18 9 (12.68%) .NET

Data Structures
Co-occurring IT Skills in Manchester by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 4 (5.63%) Apache Spark
2 3 (4.23%) Apache
3 1 (1.41%) CMS
3 1 (1.41%) EPiServer
3 1 (1.41%) OpenEdge
3 1 (1.41%) Predix
3 1 (1.41%) SAS
3 1 (1.41%) SharePoint
Applications
1 2 (2.82%) Microsoft Excel
2 1 (1.41%) Microsoft PowerPoint
Business Applications
1 9 (12.68%) SAP BPC
1 9 (12.68%) SAP S/4HANA
2 5 (7.04%) Magento
Cloud Services
1 8 (11.27%) Amazon AWS
2 4 (5.63%) Microsoft Azure
2 4 (5.63%) SaaS
3 3 (4.23%) Amazon EMR
4 1 (1.41%) Firebase
4 1 (1.41%) npm
Communications & Networking
1 1 (1.41%) Ethernet
1 1 (1.41%) RS-232
1 1 (1.41%) TCP/IP
Database & Business Intelligence
1 22 (30.99%) NoSQL
2 13 (18.31%) Data Warehouse
3 11 (15.49%) SQL Server
4 9 (12.68%) BusinessObjects Business Intelligence
5 7 (9.86%) SQL Server Integration Services
6 5 (7.04%) Cognos Analysis Studio
6 5 (7.04%) Cognos Framework Manager
6 5 (7.04%) Cognos Report Studio
6 5 (7.04%) MySQL
6 5 (7.04%) Pentaho
6 5 (7.04%) Relational Database
6 5 (7.04%) Roambi
6 5 (7.04%) SAP BW
6 5 (7.04%) SAP Data Services
7 4 (5.63%) Hadoop
7 4 (5.63%) RDBMS
8 3 (4.23%) Amazon Redshift
8 3 (4.23%) Big Data
8 3 (4.23%) Power BI
8 3 (4.23%) SQL Server Reporting Services
Development Applications
1 26 (36.62%) Git (software)
1 26 (36.62%) Subversion
2 25 (35.21%) Mercurial
3 2 (2.82%) NUnit
3 2 (2.82%) Visual Studio
4 1 (1.41%) Babel
4 1 (1.41%) CruiseControl
4 1 (1.41%) JIRA
4 1 (1.41%) Microsoft Blend
4 1 (1.41%) MSI
4 1 (1.41%) MSTest
4 1 (1.41%) NuGet
4 1 (1.41%) PHPUnit
4 1 (1.41%) ReSharper
4 1 (1.41%) SonarQube
4 1 (1.41%) Team Foundation Server
4 1 (1.41%) webpack
4 1 (1.41%) WiX
General
1 12 (16.90%) Finance
2 2 (2.82%) Marketing
3 1 (1.41%) Law
3 1 (1.41%) Telecoms
Job Titles
1 27 (38.03%) Developer
2 23 (32.39%) Software Engineer
3 22 (30.99%) Java Engineer
3 22 (30.99%) Java Software Engineer
3 22 (30.99%) Senior Java Engineer
3 22 (30.99%) Senior Java Software Engineer
3 22 (30.99%) Senior Software Engineer
4 9 (12.68%) Consultant
4 9 (12.68%) SAP BPC Consultant
4 9 (12.68%) SAP Consultant
5 6 (8.45%) Analyst
5 6 (8.45%) SQL Developer
6 5 (7.04%) C# Developer
6 5 (7.04%) Cognos Developer
6 5 (7.04%) Junior
6 5 (7.04%) Junior Developer
6 5 (7.04%) Magento Developer
6 5 (7.04%) PHP Developer
7 4 (5.63%) .NET Developer
7 4 (5.63%) Data Analyst
Libraries, Frameworks & Software Standards
1 10 (14.08%) jQuery
2 9 (12.68%) .NET
3 8 (11.27%) .NET Framework
3 8 (11.27%) WCF
4 7 (9.86%) ASP.NET
4 7 (9.86%) ASP.NET Web Forms
4 7 (9.86%) CSS
4 7 (9.86%) HTML
5 5 (7.04%) Web Services
6 4 (5.63%) AngularJS
6 4 (5.63%) REST
6 4 (5.63%) XML
7 3 (4.23%) ADO.NET
7 3 (4.23%) CSS3
7 3 (4.23%) Entity Framework
7 3 (4.23%) HTML5
7 3 (4.23%) Twitter Bootstrap
7 3 (4.23%) WPF
7 3 (4.23%) XML Schema
7 3 (4.23%) XSLT
Miscellaneous
1 26 (36.62%) Algorithms
2 6 (8.45%) Management Information System
3 5 (7.04%) Computer Science
4 2 (2.82%) Analytical Skills
4 2 (2.82%) User Experience
5 1 (1.41%) Driving Licence
5 1 (1.41%) Greenfield Project
5 1 (1.41%) Hybrid Cloud
5 1 (1.41%) Industrial Internet of Things
5 1 (1.41%) Internet of Things
5 1 (1.41%) Linux Command Line
5 1 (1.41%) NHS
5 1 (1.41%) Renewable Energy
5 1 (1.41%) Social Media
Operating Systems
1 2 (2.82%) Linux
2 1 (1.41%) Mac OS
2 1 (1.41%) Windows
2 1 (1.41%) Windows Embedded Compact
Processes & Methodologies
1 34 (47.89%) Continuous Integration
2 31 (43.66%) Test Automation
3 28 (39.44%) OO
4 24 (33.80%) Business Intelligence
4 24 (33.80%) Software Engineering
5 18 (25.35%) Analytics
6 15 (21.13%) Data Analysis
7 14 (19.72%) Data Modelling
8 13 (18.31%) Agile Software Development
9 11 (15.49%) ETL
10 10 (14.08%) ETL Development
11 8 (11.27%) MVC
12 7 (9.86%) Test Scripting
13 5 (7.04%) Code Coverage
13 5 (7.04%) Data Integration
13 5 (7.04%) Data Management
13 5 (7.04%) E-Commerce
13 5 (7.04%) Prototyping
13 5 (7.04%) System Testing
13 5 (7.04%) Use Case
Programming Languages
1 38 (53.52%) SQL
2 26 (36.62%) Java
3 12 (16.90%) C#
3 12 (16.90%) JavaScript
4 6 (8.45%) PHP
5 4 (5.63%) Python
5 4 (5.63%) Scala
6 3 (4.23%) Clojure
6 3 (4.23%) Haskell
6 3 (4.23%) XPath
7 2 (2.82%) T-SQL
8 1 (1.41%) C
8 1 (1.41%) C++
8 1 (1.41%) ECMAScript
8 1 (1.41%) MATLAB
8 1 (1.41%) PL/SQL
8 1 (1.41%) R
8 1 (1.41%) Ruby
8 1 (1.41%) VB
8 1 (1.41%) XAML
Qualifications
1 37 (52.11%) Degree
2 3 (4.23%) Computer Science Degree
3 1 (1.41%) Master's Degree
3 1 (1.41%) PhD
Quality Assurance & Compliance
1 9 (12.68%) IFRS
1 9 (12.68%) QA
2 2 (2.82%) Data Quality
2 2 (2.82%) GDPR
3 1 (1.41%) Actionable Recommendations
3 1 (1.41%) SLA
System Software
1 4 (5.63%) Active Directory
Vendors
1 20 (28.17%) SAP
2 10 (14.08%) Cognos
3 5 (7.04%) Hyperion
3 5 (7.04%) Microsoft
4 4 (5.63%) Rackspace
5 2 (2.82%) Tableau
6 1 (1.41%) Netezza
6 1 (1.41%) Zend